Dataset statistics
| Number of variables | 39 |
|---|---|
| Number of observations | 12603 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.5 MiB |
| Average record size in memory | 709.2 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 19 |
| Unsupported | 2 |
open-end_line_of_credit is highly correlated with interest_only_payment | High correlation |
interest_only_payment is highly correlated with open-end_line_of_credit | High correlation |
construction_method is highly correlated with manufactured_home_secured_property_type and 1 other fields | High correlation |
manufactured_home_secured_property_type is highly correlated with construction_method and 1 other fields | High correlation |
manufactured_home_land_property_interest is highly correlated with construction_method and 1 other fields | High correlation |
tract_population is highly correlated with tract_owner_occupied_units and 1 other fields | High correlation |
tract_owner_occupied_units is highly correlated with tract_population and 1 other fields | High correlation |
tract_one_to_four_family_homes is highly correlated with tract_population and 1 other fields | High correlation |
business_or_commercial_purpose is highly correlated with occupancy_type | High correlation |
open-end_line_of_credit is highly correlated with interest_only_payment | High correlation |
derived_loan_product_type is highly correlated with lien_status and 1 other fields | High correlation |
manufactured_home_land_property_interest is highly correlated with manufactured_home_secured_property_type and 2 other fields | High correlation |
lien_status is highly correlated with derived_loan_product_type | High correlation |
loan_type is highly correlated with derived_loan_product_type | High correlation |
occupancy_type is highly correlated with business_or_commercial_purpose | High correlation |
manufactured_home_secured_property_type is highly correlated with manufactured_home_land_property_interest and 2 other fields | High correlation |
interest_only_payment is highly correlated with open-end_line_of_credit | High correlation |
derived_dwelling_category is highly correlated with manufactured_home_land_property_interest and 2 other fields | High correlation |
construction_method is highly correlated with manufactured_home_land_property_interest and 2 other fields | High correlation |
income is highly skewed (γ1 = 71.89451184) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
total_units is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
debt_to_income_ratio is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2021-05-02 06:38:22.238634 |
|---|---|
| Analysis finished | 2021-05-02 06:40:33.117600 |
| Duration | 2 minutes and 10.88 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 12603 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6302.900976 |
|---|---|
| Minimum | 0 |
| Maximum | 12613 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 630.1 |
| Q1 | 3150.5 |
| median | 6301 |
| Q3 | 9454.5 |
| 95-th percentile | 11980.9 |
| Maximum | 12613 |
| Range | 12613 |
| Interquartile range (IQR) | 6304 |
Descriptive statistics
| Standard deviation | 3640.781372 |
|---|---|
| Coefficient of variation (CV) | 0.5776358197 |
| Kurtosis | -1.19945511 |
| Mean | 6302.900976 |
| Median Absolute Deviation (MAD) | 3152 |
| Skewness | 0.001245592556 |
| Sum | 79435461 |
| Variance | 13255289 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 11599 | 1 | < 0.1% |
| 3403 | 1 | < 0.1% |
| 1354 | 1 | < 0.1% |
| 7497 | 1 | < 0.1% |
| 5448 | 1 | < 0.1% |
| 11591 | 1 | < 0.1% |
| 9542 | 1 | < 0.1% |
| 3395 | 1 | < 0.1% |
| 1346 | 1 | < 0.1% |
| Other values (12593) | 12593 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 12613 | 1 | |
| 12612 | 1 | |
| 12611 | 1 | |
| 12610 | 1 | |
| 12609 | 1 | |
| 12608 | 1 | |
| 12607 | 1 | |
| 12606 | 1 | |
| 12605 | 1 | |
| 12604 | 1 |
derived_msa-md
Real number (ℝ≥0)
| Distinct | 185 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32715.393 |
|---|---|
| Minimum | 10580 |
| Maximum | 99999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 10580 |
|---|---|
| 5-th percentile | 10580 |
| Q1 | 10580 |
| median | 29460 |
| Q3 | 39100 |
| 95-th percentile | 99999 |
| Maximum | 99999 |
| Range | 89419 |
| Interquartile range (IQR) | 28520 |
Descriptive statistics
| Standard deviation | 26682.20275 |
|---|---|
| Coefficient of variation (CV) | 0.8155855792 |
| Kurtosis | 1.573081912 |
| Mean | 32715.393 |
| Median Absolute Deviation (MAD) | 17080 |
| Skewness | 1.52611876 |
| Sum | 412312098 |
| Variance | 711939943.7 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 10580 | 4496 | |
| 99999 | 1366 | 10.8% |
| 36740 | 1288 | 10.2% |
| 39100 | 654 | 5.2% |
| 35614 | 639 | 5.1% |
| 24020 | 576 | 4.6% |
| 35840 | 364 | 2.9% |
| 13780 | 309 | 2.5% |
| 45060 | 228 | 1.8% |
| 45300 | 203 | 1.6% |
| Other values (175) | 2480 |
| Value | Count | Frequency (%) |
| 10580 | 4496 | |
| 10740 | 2 | < 0.1% |
| 10900 | 5 | < 0.1% |
| 11244 | 1 | < 0.1% |
| 11460 | 1 | < 0.1% |
| 11540 | 8 | 0.1% |
| 11700 | 6 | < 0.1% |
| 12060 | 1 | < 0.1% |
| 12220 | 1 | < 0.1% |
| 12420 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 99999 | 1366 | |
| 49740 | 2 | < 0.1% |
| 49620 | 4 | < 0.1% |
| 49340 | 16 | 0.1% |
| 49180 | 1 | < 0.1% |
| 48900 | 15 | 0.1% |
| 48864 | 2 | < 0.1% |
| 48424 | 131 | 1.0% |
| 48060 | 169 | 1.3% |
| 47894 | 21 | 0.2% |
state_code
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 727.0 KiB |
| NY | |
|---|---|
| FL | |
| CT | 338 |
| MA | 130 |
| NC | 122 |
| Other values (30) | 799 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 25206 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NY |
|---|---|
| 2nd row | NY |
| 3rd row | NY |
| 4th row | NY |
| 5th row | NY |
| Value | Count | Frequency (%) |
| NY | 8623 | |
| FL | 2591 | 20.6% |
| CT | 338 | 2.7% |
| MA | 130 | 1.0% |
| NC | 122 | 1.0% |
| NJ | 107 | 0.8% |
| PA | 96 | 0.8% |
| TX | 87 | 0.7% |
| VT | 79 | 0.6% |
| WI | 44 | 0.3% |
| Other values (25) | 386 | 3.1% |
| Value | Count | Frequency (%) |
| ny | 8623 | |
| fl | 2591 | 20.6% |
| ct | 338 | 2.7% |
| ma | 130 | 1.0% |
| nc | 122 | 1.0% |
| nj | 107 | 0.8% |
| pa | 96 | 0.8% |
| tx | 87 | 0.7% |
| vt | 79 | 0.6% |
| wi | 44 | 0.3% |
| Other values (25) | 386 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 8953 | |
| Y | 8628 | |
| L | 2643 | 10.5% |
| F | 2591 | 10.3% |
| C | 539 | 2.1% |
| T | 533 | 2.1% |
| A | 343 | 1.4% |
| M | 214 | 0.8% |
| I | 131 | 0.5% |
| V | 118 | 0.5% |
| Other values (13) | 513 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 25206 |
Most frequent character per category
| Value | Count | Frequency (%) |
| N | 8953 | |
| Y | 8628 | |
| L | 2643 | 10.5% |
| F | 2591 | 10.3% |
| C | 539 | 2.1% |
| T | 533 | 2.1% |
| A | 343 | 1.4% |
| M | 214 | 0.8% |
| I | 131 | 0.5% |
| V | 118 | 0.5% |
| Other values (13) | 513 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25206 |
Most frequent character per script
| Value | Count | Frequency (%) |
| N | 8953 | |
| Y | 8628 | |
| L | 2643 | 10.5% |
| F | 2591 | 10.3% |
| C | 539 | 2.1% |
| T | 533 | 2.1% |
| A | 343 | 1.4% |
| M | 214 | 0.8% |
| I | 131 | 0.5% |
| V | 118 | 0.5% |
| Other values (13) | 513 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25206 |
Most frequent character per block
| Value | Count | Frequency (%) |
| N | 8953 | |
| Y | 8628 | |
| L | 2643 | 10.5% |
| F | 2591 | 10.3% |
| C | 539 | 2.1% |
| T | 533 | 2.1% |
| A | 343 | 1.4% |
| M | 214 | 0.8% |
| I | 131 | 0.5% |
| V | 118 | 0.5% |
| Other values (13) | 513 | 2.0% |
county_code
Real number (ℝ≥0)
| Distinct | 417 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30288.52265 |
|---|---|
| Minimum | 1003 |
| Maximum | 55139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 1003 |
|---|---|
| 5-th percentile | 12035 |
| Q1 | 25003 |
| median | 36039 |
| Q3 | 36091 |
| 95-th percentile | 36119 |
| Maximum | 55139 |
| Range | 54136 |
| Interquartile range (IQR) | 11088 |
Descriptive statistics
| Standard deviation | 10976.75855 |
|---|---|
| Coefficient of variation (CV) | 0.3624065352 |
| Kurtosis | -0.4961507518 |
| Mean | 30288.52265 |
| Median Absolute Deviation (MAD) | 52 |
| Skewness | -0.9769146102 |
| Sum | 381726251 |
| Variance | 120489228.3 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 36001 | 1448 | 11.5% |
| 36091 | 1386 | 11.0% |
| 36093 | 865 | 6.9% |
| 36083 | 686 | 5.4% |
| 12095 | 648 | 5.1% |
| 12117 | 376 | 3.0% |
| 36119 | 372 | 3.0% |
| 36027 | 361 | 2.9% |
| 36021 | 314 | 2.5% |
| 36113 | 305 | 2.4% |
| Other values (407) | 5842 |
| Value | Count | Frequency (%) |
| 1003 | 2 | < 0.1% |
| 1031 | 1 | < 0.1% |
| 1033 | 1 | < 0.1% |
| 1047 | 1 | < 0.1% |
| 1069 | 1 | < 0.1% |
| 1073 | 5 | |
| 1081 | 1 | < 0.1% |
| 1089 | 2 | < 0.1% |
| 1115 | 1 | < 0.1% |
| 1117 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 55139 | 5 | |
| 55135 | 1 | < 0.1% |
| 55133 | 4 | |
| 55129 | 1 | < 0.1% |
| 55127 | 1 | < 0.1% |
| 55109 | 1 | < 0.1% |
| 55099 | 1 | < 0.1% |
| 55097 | 1 | < 0.1% |
| 55095 | 1 | < 0.1% |
| 55089 | 3 |
conforming_loan_limit
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 762.8 KiB |
| C | |
|---|---|
| NC | 153 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.012139967 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12756 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | C |
| Value | Count | Frequency (%) |
| C | 12450 | |
| NC | 153 | 1.2% |
| Value | Count | Frequency (%) |
| c | 12450 | |
| nc | 153 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 12603 | |
| N | 153 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 12756 |
Most frequent character per category
| Value | Count | Frequency (%) |
| C | 12603 | |
| N | 153 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12756 |
Most frequent character per script
| Value | Count | Frequency (%) |
| C | 12603 | |
| N | 153 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12756 |
Most frequent character per block
| Value | Count | Frequency (%) |
| C | 12603 | |
| N | 153 | 1.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Conventional:First Lien | |
|---|---|
| FHA:First Lien | |
| Conventional:Subordinate Lien | |
| VA:First Lien | 541 |
| FSA/RHS:First Lien | 179 |
Length
| Max length | 29 |
|---|---|
| Median length | 23 |
| Mean length | 22.0084107 |
| Min length | 13 |
Characters and Unicode
| Total characters | 277372 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | VA:First Lien |
|---|---|
| 2nd row | VA:First Lien |
| 3rd row | Conventional:First Lien |
| 4th row | FHA:First Lien |
| 5th row | FHA:First Lien |
| Value | Count | Frequency (%) |
| Conventional:First Lien | 8715 | |
| FHA:First Lien | 1680 | 13.3% |
| Conventional:Subordinate Lien | 1488 | 11.8% |
| VA:First Lien | 541 | 4.3% |
| FSA/RHS:First Lien | 179 | 1.4% |
| Value | Count | Frequency (%) |
| lien | 12603 | |
| conventional:first | 8715 | |
| fha:first | 1680 | 6.7% |
| conventional:subordinate | 1488 | 5.9% |
| va:first | 541 | 2.1% |
| fsa/rhs:first | 179 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 44700 | |
| i | 35409 | |
| e | 24294 | 8.8% |
| t | 22806 | 8.2% |
| o | 21894 | 7.9% |
| F | 12974 | 4.7% |
| : | 12603 | 4.5% |
| r | 12603 | 4.5% |
| 12603 | 4.5% | |
| L | 12603 | 4.5% |
| Other values (14) | 64883 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 209382 | |
| Uppercase Letter | 42605 | 15.4% |
| Other Punctuation | 12782 | 4.6% |
| Space Separator | 12603 | 4.5% |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 44700 | |
| i | 35409 | |
| e | 24294 | |
| t | 22806 | |
| o | 21894 | |
| r | 12603 | 6.0% |
| a | 11691 | 5.6% |
| s | 11115 | 5.3% |
| v | 10203 | 4.9% |
| l | 10203 | 4.9% |
| Other values (3) | 4464 | 2.1% |
| Value | Count | Frequency (%) |
| F | 12974 | |
| L | 12603 | |
| C | 10203 | |
| A | 2400 | 5.6% |
| H | 1859 | 4.4% |
| S | 1846 | 4.3% |
| V | 541 | 1.3% |
| R | 179 | 0.4% |
| Value | Count | Frequency (%) |
| : | 12603 | |
| / | 179 | 1.4% |
| Value | Count | Frequency (%) |
| 12603 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 251987 | |
| Common | 25385 | 9.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 44700 | |
| i | 35409 | |
| e | 24294 | |
| t | 22806 | |
| o | 21894 | |
| F | 12974 | 5.1% |
| r | 12603 | 5.0% |
| L | 12603 | 5.0% |
| a | 11691 | 4.6% |
| s | 11115 | 4.4% |
| Other values (11) | 41898 |
| Value | Count | Frequency (%) |
| : | 12603 | |
| 12603 | ||
| / | 179 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 277372 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 44700 | |
| i | 35409 | |
| e | 24294 | 8.8% |
| t | 22806 | 8.2% |
| o | 21894 | 7.9% |
| F | 12974 | 4.7% |
| : | 12603 | 4.5% |
| r | 12603 | 4.5% |
| 12603 | 4.5% | |
| L | 12603 | 4.5% |
| Other values (14) | 64883 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| Single Family (1-4 Units):Site-Built | |
|---|---|
| Single Family (1-4 Units):Manufactured | 76 |
| Multifamily:Site-Built | 14 |
Length
| Max length | 38 |
|---|---|
| Median length | 36 |
| Mean length | 35.99650877 |
| Min length | 22 |
Characters and Unicode
| Total characters | 453664 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 8 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single Family (1-4 Units):Site-Built |
|---|---|
| 2nd row | Single Family (1-4 Units):Site-Built |
| 3rd row | Single Family (1-4 Units):Site-Built |
| 4th row | Single Family (1-4 Units):Site-Built |
| 5th row | Single Family (1-4 Units):Manufactured |
| Value | Count | Frequency (%) |
| Single Family (1-4 Units):Site-Built | 12513 | |
| Single Family (1-4 Units):Manufactured | 76 | 0.6% |
| Multifamily:Site-Built | 14 | 0.1% |
| Value | Count | Frequency (%) |
| single | 12589 | |
| 1-4 | 12589 | |
| family | 12589 | |
| units):site-built | 12513 | |
| units):manufactured | 76 | 0.2% |
| multifamily:site-built | 14 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 62849 | |
| 37767 | 8.3% | |
| l | 37733 | 8.3% |
| t | 37733 | 8.3% |
| n | 25254 | 5.6% |
| e | 25192 | 5.6% |
| S | 25116 | 5.5% |
| - | 25116 | 5.5% |
| a | 12755 | 2.8% |
| u | 12693 | 2.8% |
| Other values (17) | 151456 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 264911 | |
| Uppercase Letter | 62911 | 13.9% |
| Space Separator | 37767 | 8.3% |
| Decimal Number | 25178 | 5.5% |
| Dash Punctuation | 25116 | 5.5% |
| Other Punctuation | 12603 | 2.8% |
| Open Punctuation | 12589 | 2.8% |
| Close Punctuation | 12589 | 2.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 62849 | |
| l | 37733 | |
| t | 37733 | |
| n | 25254 | |
| e | 25192 | |
| a | 12755 | 4.8% |
| u | 12693 | 4.8% |
| m | 12603 | 4.8% |
| y | 12603 | 4.8% |
| g | 12589 | 4.8% |
| Other values (5) | 12907 | 4.9% |
| Value | Count | Frequency (%) |
| S | 25116 | |
| F | 12589 | |
| U | 12589 | |
| B | 12527 | |
| M | 90 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 12589 | |
| 4 | 12589 |
| Value | Count | Frequency (%) |
| 37767 |
| Value | Count | Frequency (%) |
| ( | 12589 |
| Value | Count | Frequency (%) |
| - | 25116 |
| Value | Count | Frequency (%) |
| ) | 12589 |
| Value | Count | Frequency (%) |
| : | 12603 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 327822 | |
| Common | 125842 | 27.7% |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 62849 | |
| l | 37733 | |
| t | 37733 | |
| n | 25254 | 7.7% |
| e | 25192 | 7.7% |
| S | 25116 | 7.7% |
| a | 12755 | 3.9% |
| u | 12693 | 3.9% |
| m | 12603 | 3.8% |
| y | 12603 | 3.8% |
| Other values (10) | 63291 |
| Value | Count | Frequency (%) |
| 37767 | ||
| - | 25116 | |
| : | 12603 | 10.0% |
| ( | 12589 | 10.0% |
| 1 | 12589 | 10.0% |
| 4 | 12589 | 10.0% |
| ) | 12589 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 453664 |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 62849 | |
| 37767 | 8.3% | |
| l | 37733 | 8.3% |
| t | 37733 | 8.3% |
| n | 25254 | 5.6% |
| e | 25192 | 5.6% |
| S | 25116 | 5.5% |
| - | 25116 | 5.5% |
| a | 12755 | 2.8% |
| u | 12693 | 2.8% |
| Other values (17) | 151456 |
action_taken
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 3 | |
| 4 | 521 |
| 2 | 345 |
| 5 | 128 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 9985 | |
| 3 | 1624 | 12.9% |
| 4 | 521 | 4.1% |
| 2 | 345 | 2.7% |
| 5 | 128 | 1.0% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 541 |
| 4 | 179 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 10203 | |
| 2 | 1680 | 13.3% |
| 3 | 541 | 4.3% |
| 4 | 179 | 1.4% |
loan_purpose
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 32 | |
| 4 | |
| 31 | 768 |
| 2 | 582 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.225898596 |
| Min length | 1 |
Characters and Unicode
| Total characters | 15450 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 8171 | |
| 32 | 2079 | 16.5% |
| 4 | 1003 | 8.0% |
| 31 | 768 | 6.1% |
| 2 | 582 | 4.6% |
| Value | Count | Frequency (%) |
| 1 | 8171 | |
| 32 | 2079 | 16.5% |
| 4 | 1003 | 8.0% |
| 31 | 768 | 6.1% |
| 2 | 582 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8939 | |
| 3 | 2847 | 18.4% |
| 2 | 2661 | 17.2% |
| 4 | 1003 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15450 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 8939 | |
| 3 | 2847 | 18.4% |
| 2 | 2661 | 17.2% |
| 4 | 1003 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 15450 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 8939 | |
| 3 | 2847 | 18.4% |
| 2 | 2661 | 17.2% |
| 4 | 1003 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15450 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 8939 | |
| 3 | 2847 | 18.4% |
| 2 | 2661 | 17.2% |
| 4 | 1003 | 6.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 11115 | |
| 2 | 1488 | 11.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 10862 | |
| 1 | 1741 | 13.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 1 | 29 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 12574 | |
| 1 | 29 | 0.2% |
loan_amount
Real number (ℝ≥0)
| Distinct | 90 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200331.2703 |
|---|---|
| Minimum | 5000 |
| Maximum | 4855000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 5000 |
|---|---|
| 5-th percentile | 35000 |
| Q1 | 115000 |
| median | 185000 |
| Q3 | 265000 |
| 95-th percentile | 425000 |
| Maximum | 4855000 |
| Range | 4850000 |
| Interquartile range (IQR) | 150000 |
Descriptive statistics
| Standard deviation | 128800.4833 |
|---|---|
| Coefficient of variation (CV) | 0.6429374861 |
| Kurtosis | 139.4477469 |
| Mean | 200331.2703 |
| Median Absolute Deviation (MAD) | 70000 |
| Skewness | 4.903971566 |
| Sum | 2524775000 |
| Variance | 1.658956451 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 205000 | 510 | 4.0% |
| 155000 | 493 | 3.9% |
| 165000 | 490 | 3.9% |
| 125000 | 482 | 3.8% |
| 145000 | 479 | 3.8% |
| 105000 | 448 | 3.6% |
| 135000 | 443 | 3.5% |
| 175000 | 439 | 3.5% |
| 185000 | 423 | 3.4% |
| 115000 | 407 | 3.2% |
| Other values (80) | 7989 |
| Value | Count | Frequency (%) |
| 5000 | 31 | 0.2% |
| 15000 | 173 | |
| 25000 | 276 | |
| 35000 | 231 | |
| 45000 | 230 | |
| 55000 | 360 | |
| 65000 | 287 | |
| 75000 | 310 | |
| 85000 | 342 | |
| 95000 | 301 |
| Value | Count | Frequency (%) |
| 4855000 | 1 | < 0.1% |
| 1725000 | 1 | < 0.1% |
| 1405000 | 1 | < 0.1% |
| 1255000 | 1 | < 0.1% |
| 1215000 | 1 | < 0.1% |
| 1205000 | 1 | < 0.1% |
| 1165000 | 1 | < 0.1% |
| 1015000 | 1 | < 0.1% |
| 1005000 | 3 | |
| 925000 | 1 | < 0.1% |
loan_to_value_ratio
Real number (ℝ≥0)
| Distinct | 4173 |
|---|---|
| Distinct (%) | 33.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.62322292 |
|---|---|
| Minimum | 3.053 |
| Maximum | 283.333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 3.053 |
|---|---|
| 5-th percentile | 42.5311 |
| Q1 | 79.3135 |
| median | 89.1445 |
| Q3 | 95 |
| 95-th percentile | 100 |
| Maximum | 283.333 |
| Range | 280.28 |
| Interquartile range (IQR) | 15.6865 |
Descriptive statistics
| Standard deviation | 17.85693813 |
|---|---|
| Coefficient of variation (CV) | 0.2161249283 |
| Kurtosis | 4.787500233 |
| Mean | 82.62322292 |
| Median Absolute Deviation (MAD) | 7.3555 |
| Skewness | -1.507632189 |
| Sum | 1041300.478 |
| Variance | 318.8702394 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 89.1445 | 1385 | 11.0% |
| 95 | 1175 | 9.3% |
| 96.5 | 1131 | 9.0% |
| 80 | 1114 | 8.8% |
| 90 | 586 | 4.6% |
| 100 | 468 | 3.7% |
| 89.5 | 451 | 3.6% |
| 97 | 337 | 2.7% |
| 85 | 158 | 1.3% |
| 75 | 153 | 1.2% |
| Other values (4163) | 5645 |
| Value | Count | Frequency (%) |
| 3.053 | 1 | |
| 3.12 | 1 | |
| 4 | 2 | |
| 4.082 | 1 | |
| 4.444 | 1 | |
| 4.545 | 2 | |
| 5 | 2 | |
| 5.137 | 1 | |
| 5.435 | 1 | |
| 6.667 | 1 |
| Value | Count | Frequency (%) |
| 283.333 | 1 | |
| 243.951 | 1 | |
| 171.429 | 1 | |
| 158.38 | 1 | |
| 153.439 | 1 | |
| 145.438 | 1 | |
| 145.208 | 1 | |
| 142.923 | 1 | |
| 130.968 | 1 | |
| 129.752 | 1 |
interest_rate
Real number (ℝ≥0)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.933832024 |
|---|---|
| Minimum | 1.99 |
| Maximum | 8.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 1.99 |
|---|---|
| 5-th percentile | 2.99 |
| Q1 | 3.625 |
| median | 3.875 |
| Q3 | 4.25 |
| 95-th percentile | 4.99 |
| Maximum | 8.5 |
| Range | 6.51 |
| Interquartile range (IQR) | 0.625 |
Descriptive statistics
| Standard deviation | 0.5496505619 |
|---|---|
| Coefficient of variation (CV) | 0.1397239533 |
| Kurtosis | 1.925694237 |
| Mean | 3.933832024 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.4113472955 |
| Sum | 49578.085 |
| Variance | 0.3021157402 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.875 | 2904 | |
| 3.75 | 1317 | |
| 3.625 | 1290 | |
| 2.99 | 886 | 7.0% |
| 3.5 | 711 | 5.6% |
| 4 | 689 | 5.5% |
| 4.125 | 667 | 5.3% |
| 4.25 | 625 | 5.0% |
| 4.5 | 503 | 4.0% |
| 4.375 | 457 | 3.6% |
| Other values (29) | 2554 |
| Value | Count | Frequency (%) |
| 1.99 | 74 | 0.6% |
| 2.75 | 16 | 0.1% |
| 2.875 | 18 | 0.1% |
| 2.99 | 886 | |
| 3 | 40 | 0.3% |
| 3.125 | 55 | 0.4% |
| 3.25 | 154 | 1.2% |
| 3.375 | 306 | 2.4% |
| 3.5 | 711 | |
| 3.625 | 1290 |
| Value | Count | Frequency (%) |
| 8.5 | 1 | < 0.1% |
| 7.5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6.5 | 4 | < 0.1% |
| 6.125 | 1 | < 0.1% |
| 6 | 15 | |
| 5.875 | 16 | |
| 5.75 | 19 | |
| 5.625 | 26 | |
| 5.5 | 35 |
rate_spread
Real number (ℝ)
| Distinct | 2224 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1920783544 |
|---|---|
| Minimum | -3.03 |
| Maximum | 2.967 |
| Zeros | 17 |
| Zeros (%) | 0.1% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | -3.03 |
|---|---|
| 5-th percentile | -1.679 |
| Q1 | -0.036 |
| median | 0.1815 |
| Q3 | 0.521 |
| 95-th percentile | 1.4419 |
| Maximum | 2.967 |
| Range | 5.997 |
| Interquartile range (IQR) | 0.557 |
Descriptive statistics
| Standard deviation | 0.7987480285 |
|---|---|
| Coefficient of variation (CV) | 4.158448937 |
| Kurtosis | 2.750604743 |
| Mean | 0.1920783544 |
| Median Absolute Deviation (MAD) | 0.2545 |
| Skewness | -1.006302713 |
| Sum | 2420.7635 |
| Variance | 0.637998413 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1815 | 2299 | 18.2% |
| -2.21 | 61 | 0.5% |
| -1.62 | 51 | 0.4% |
| -2.05 | 48 | 0.4% |
| -2.16 | 41 | 0.3% |
| -2.68 | 40 | 0.3% |
| -1.46 | 36 | 0.3% |
| -1.38 | 35 | 0.3% |
| -1.94 | 35 | 0.3% |
| -2.18 | 33 | 0.3% |
| Other values (2214) | 9924 |
| Value | Count | Frequency (%) |
| -3.03 | 1 | < 0.1% |
| -2.94 | 2 | < 0.1% |
| -2.74 | 21 | |
| -2.68 | 40 | |
| -2.67 | 1 | < 0.1% |
| -2.35 | 13 | 0.1% |
| -2.33 | 24 | |
| -2.31 | 14 | 0.1% |
| -2.28 | 6 | < 0.1% |
| -2.27 | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 2.967 | 1 | |
| 2.671 | 1 | |
| 2.623 | 1 | |
| 2.528 | 1 | |
| 2.493 | 1 | |
| 2.463 | 1 | |
| 2.46 | 1 | |
| 2.441 | 1 | |
| 2.437 | 1 | |
| 2.434 | 1 |
hoepa_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 9491 | |
| 3 | 3112 | 24.7% |
loan_term
Real number (ℝ≥0)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 338.3991113 |
|---|---|
| Minimum | 12 |
| Maximum | 369 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 180 |
| Q1 | 360 |
| median | 360 |
| Q3 | 360 |
| 95-th percentile | 360 |
| Maximum | 369 |
| Range | 357 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.87362068 |
|---|---|
| Coefficient of variation (CV) | 0.1651116058 |
| Kurtosis | 5.346225581 |
| Mean | 338.3991113 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.538234093 |
| Sum | 4264844 |
| Variance | 3121.861488 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 360 | 10438 | |
| 180 | 670 | 5.3% |
| 240 | 558 | 4.4% |
| 368 | 186 | 1.5% |
| 120 | 99 | 0.8% |
| 311 | 81 | 0.6% |
| 310 | 69 | 0.5% |
| 161 | 63 | 0.5% |
| 312 | 62 | 0.5% |
| 309 | 58 | 0.5% |
| Other values (60) | 319 | 2.5% |
| Value | Count | Frequency (%) |
| 12 | 3 | < 0.1% |
| 60 | 16 | 0.1% |
| 65 | 1 | < 0.1% |
| 84 | 5 | < 0.1% |
| 96 | 3 | < 0.1% |
| 108 | 4 | < 0.1% |
| 109 | 6 | < 0.1% |
| 110 | 1 | < 0.1% |
| 120 | 99 | |
| 129 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 369 | 1 | < 0.1% |
| 368 | 186 | 1.5% |
| 366 | 6 | < 0.1% |
| 365 | 5 | < 0.1% |
| 364 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 360 | 10438 | |
| 348 | 4 | < 0.1% |
| 336 | 6 | < 0.1% |
| 324 | 3 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 10649 | |
| 1 | 1954 | 15.5% |
balloon_payment
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 1 | 22 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 12581 | |
| 1 | 22 | 0.2% |
property_value
Real number (ℝ≥0)
| Distinct | 127 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 281557.1689 |
|---|---|
| Minimum | 35000 |
| Maximum | 8405000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 35000 |
|---|---|
| 5-th percentile | 105000 |
| Q1 | 185000 |
| median | 255000 |
| Q3 | 335000 |
| 95-th percentile | 555000 |
| Maximum | 8405000 |
| Range | 8370000 |
| Interquartile range (IQR) | 150000 |
Descriptive statistics
| Standard deviation | 169865.3078 |
|---|---|
| Coefficient of variation (CV) | 0.6033066337 |
| Kurtosis | 426.5376861 |
| Mean | 281557.1689 |
| Median Absolute Deviation (MAD) | 70000 |
| Skewness | 10.68325038 |
| Sum | 3548465000 |
| Variance | 2.885422279 × 1010 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 255000 | 1744 | 13.8% |
| 175000 | 391 | 3.1% |
| 215000 | 384 | 3.0% |
| 205000 | 375 | 3.0% |
| 195000 | 370 | 2.9% |
| 225000 | 366 | 2.9% |
| 235000 | 364 | 2.9% |
| 165000 | 360 | 2.9% |
| 185000 | 355 | 2.8% |
| 265000 | 352 | 2.8% |
| Other values (117) | 7542 |
| Value | Count | Frequency (%) |
| 35000 | 2 | < 0.1% |
| 45000 | 10 | 0.1% |
| 55000 | 49 | 0.4% |
| 65000 | 83 | 0.7% |
| 75000 | 122 | 1.0% |
| 85000 | 164 | |
| 95000 | 157 | |
| 105000 | 166 | |
| 115000 | 215 | |
| 125000 | 305 |
| Value | Count | Frequency (%) |
| 8405000 | 1 | |
| 2485000 | 1 | |
| 2205000 | 1 | |
| 2135000 | 2 | |
| 1875000 | 1 | |
| 1855000 | 1 | |
| 1775000 | 1 | |
| 1755000 | 1 | |
| 1745000 | 2 | |
| 1705000 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 2 | 76 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 12527 | |
| 2 | 76 | 0.6% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 1 | |
|---|---|
| 2 | 515 |
| 3 | 26 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 12062 | |
| 2 | 515 | 4.1% |
| 3 | 26 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 3 | |
|---|---|
| 1 | 76 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3 | 12527 | |
| 1 | 76 | 0.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 5 | |
|---|---|
| 1 | 76 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 5 |
| 3rd row | 5 |
| 4th row | 5 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 5 | 12527 | |
| 1 | 76 | 0.6% |
| Distinct | 470 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.9553281 |
|---|---|
| Minimum | 0 |
| Maximum | 15211 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 87 |
| Q3 | 130 |
| 95-th percentile | 232 |
| Maximum | 15211 |
| Range | 15211 |
| Interquartile range (IQR) | 71 |
Descriptive statistics
| Standard deviation | 156.7412478 |
|---|---|
| Coefficient of variation (CV) | 1.465483305 |
| Kurtosis | 6851.831888 |
| Mean | 106.9553281 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 71.89451184 |
| Sum | 1347958 |
| Variance | 24567.81875 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 87 | 189 | 1.5% |
| 60 | 153 | 1.2% |
| 65 | 146 | 1.2% |
| 50 | 137 | 1.1% |
| 52 | 135 | 1.1% |
| 73 | 134 | 1.1% |
| 75 | 134 | 1.1% |
| 55 | 131 | 1.0% |
| 48 | 128 | 1.0% |
| 62 | 127 | 1.0% |
| Other values (460) | 11189 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 6 | |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 15211 | 1 | |
| 2784 | 1 | |
| 1632 | 1 | |
| 1356 | 1 | |
| 1278 | 1 | |
| 1275 | 1 | |
| 1171 | 1 | |
| 1114 | 1 | |
| 901 | 1 | |
| 878 | 1 |
applicant_credit_score_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 9 | 687 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 12603 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 3 |
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12603 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12603 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12603 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2 | 7502 | |
| 1 | 2302 | 18.3% |
| 3 | 2111 | 16.7% |
| 9 | 687 | 5.5% |
| 4 | 1 | < 0.1% |
co-applicant_credit_score_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 10 | |
|---|---|
| 2 | |
| 1 | |
| 3 | |
| 9 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.52487503 |
| Min length | 1 |
Characters and Unicode
| Total characters | 19218 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 10 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 10 |
| Value | Count | Frequency (%) |
| 10 | 6615 | |
| 2 | 3518 | |
| 1 | 945 | 7.5% |
| 3 | 856 | 6.8% |
| 9 | 669 | 5.3% |
| Value | Count | Frequency (%) |
| 10 | 6615 | |
| 2 | 3518 | |
| 1 | 945 | 7.5% |
| 3 | 856 | 6.8% |
| 9 | 669 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7560 | |
| 0 | 6615 | |
| 2 | 3518 | |
| 3 | 856 | 4.5% |
| 9 | 669 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 19218 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 7560 | |
| 0 | 6615 | |
| 2 | 3518 | |
| 3 | 856 | 4.5% |
| 9 | 669 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 19218 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 7560 | |
| 0 | 6615 | |
| 2 | 3518 | |
| 3 | 856 | 4.5% |
| 9 | 669 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19218 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 7560 | |
| 0 | 6615 | |
| 2 | 3518 | |
| 3 | 856 | 4.5% |
| 9 | 669 | 3.5% |
denial_reason-1
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.047131635 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 10 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.563400237 |
|---|---|
| Coefficient of variation (CV) | 0.2833384481 |
| Kurtosis | 4.066688572 |
| Mean | 9.047131635 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.415693159 |
| Sum | 114021 |
| Variance | 6.571020775 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 10979 | |
| 1 | 671 | 5.3% |
| 3 | 631 | 5.0% |
| 4 | 200 | 1.6% |
| 9 | 69 | 0.5% |
| 6 | 35 | 0.3% |
| 2 | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 671 | 5.3% |
| 2 | 18 | 0.1% |
| 3 | 631 | 5.0% |
| 4 | 200 | 1.6% |
| 6 | 35 | 0.3% |
| 9 | 69 | 0.5% |
| 10 | 10979 |
| Value | Count | Frequency (%) |
| 10 | 10979 | |
| 9 | 69 | 0.5% |
| 6 | 35 | 0.3% |
| 4 | 200 | 1.6% |
| 3 | 631 | 5.0% |
| 2 | 18 | 0.1% |
| 1 | 671 | 5.3% |
| Distinct | 2493 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5430.410378 |
|---|---|
| Minimum | 176 |
| Maximum | 53812 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 176 |
|---|---|
| 5-th percentile | 2120.4 |
| Q1 | 3500 |
| median | 4838 |
| Q3 | 6375 |
| 95-th percentile | 10053 |
| Maximum | 53812 |
| Range | 53636 |
| Interquartile range (IQR) | 2875 |
Descriptive statistics
| Standard deviation | 3646.080451 |
|---|---|
| Coefficient of variation (CV) | 0.6714189531 |
| Kurtosis | 30.5335415 |
| Mean | 5430.410378 |
| Median Absolute Deviation (MAD) | 1425 |
| Skewness | 4.429809666 |
| Sum | 68439462 |
| Variance | 13293902.66 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 3620 | 92 | 0.7% |
| 7851 | 81 | 0.6% |
| 4928 | 77 | 0.6% |
| 6709 | 69 | 0.5% |
| 5938 | 67 | 0.5% |
| 8981 | 66 | 0.5% |
| 8282 | 63 | 0.5% |
| 5610 | 62 | 0.5% |
| 7949 | 59 | 0.5% |
| 6462 | 56 | 0.4% |
| Other values (2483) | 11911 |
| Value | Count | Frequency (%) |
| 176 | 1 | < 0.1% |
| 789 | 1 | < 0.1% |
| 825 | 3 | < 0.1% |
| 848 | 2 | < 0.1% |
| 886 | 3 | < 0.1% |
| 914 | 1 | < 0.1% |
| 931 | 2 | < 0.1% |
| 936 | 18 | |
| 960 | 2 | < 0.1% |
| 983 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 53812 | 2 | < 0.1% |
| 38169 | 6 | < 0.1% |
| 35527 | 39 | |
| 31493 | 1 | < 0.1% |
| 30258 | 37 | |
| 26173 | 1 | < 0.1% |
| 26002 | 27 | |
| 24856 | 1 | < 0.1% |
| 22620 | 1 | < 0.1% |
| 20350 | 4 | < 0.1% |
tract_minority_population_percent
Real number (ℝ≥0)
| Distinct | 2287 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.29336348 |
|---|---|
| Minimum | 0.22 |
| Maximum | 99.39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 2.59 |
| Q1 | 6.49 |
| median | 12.76 |
| Q3 | 26.26 |
| 95-th percentile | 59.063 |
| Maximum | 99.39 |
| Range | 99.17 |
| Interquartile range (IQR) | 19.77 |
Descriptive statistics
| Standard deviation | 18.25149059 |
|---|---|
| Coefficient of variation (CV) | 0.9459983792 |
| Kurtosis | 2.413064939 |
| Mean | 19.29336348 |
| Median Absolute Deviation (MAD) | 7.51 |
| Skewness | 1.628360332 |
| Sum | 243154.26 |
| Variance | 333.1169086 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.53 | 121 | 1.0% |
| 7.27 | 86 | 0.7% |
| 10.32 | 84 | 0.7% |
| 8.81 | 78 | 0.6% |
| 16.12 | 73 | 0.6% |
| 5.93 | 69 | 0.5% |
| 7.69 | 68 | 0.5% |
| 7.34 | 66 | 0.5% |
| 3.53 | 65 | 0.5% |
| 9.07 | 61 | 0.5% |
| Other values (2277) | 11832 |
| Value | Count | Frequency (%) |
| 0.22 | 1 | < 0.1% |
| 0.26 | 1 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.33 | 9 | |
| 0.37 | 20 | |
| 0.41 | 10 | |
| 0.46 | 3 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.61 | 2 | < 0.1% |
| 0.69 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.39 | 1 | |
| 99.37 | 1 | |
| 98.91 | 1 | |
| 98.79 | 1 | |
| 98.44 | 1 | |
| 98.16 | 1 | |
| 97.55 | 1 | |
| 97.4 | 1 | |
| 96.58 | 1 | |
| 95.46 | 1 |
ffiec_msa_md_median_family_income
Real number (ℝ≥0)
| Distinct | 168 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79651.69404 |
|---|---|
| Minimum | 48700 |
| Maximum | 124000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 48700 |
|---|---|
| 5-th percentile | 59500 |
| Q1 | 66200 |
| median | 79300 |
| Q3 | 89900 |
| 95-th percentile | 96700 |
| Maximum | 124000 |
| Range | 75300 |
| Interquartile range (IQR) | 23700 |
Descriptive statistics
| Standard deviation | 12872.71643 |
|---|---|
| Coefficient of variation (CV) | 0.1616125883 |
| Kurtosis | -0.614043873 |
| Mean | 79651.69404 |
| Median Absolute Deviation (MAD) | 10600 |
| Skewness | 0.1383076971 |
| Sum | 1003850300 |
| Variance | 165706828.4 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 89900 | 4496 | |
| 65100 | 1288 | 10.2% |
| 66200 | 1183 | 9.4% |
| 96700 | 654 | 5.2% |
| 79300 | 646 | 5.1% |
| 69700 | 581 | 4.6% |
| 70900 | 365 | 2.9% |
| 70500 | 317 | 2.5% |
| 59500 | 247 | 2.0% |
| 79500 | 228 | 1.8% |
| Other values (158) | 2598 |
| Value | Count | Frequency (%) |
| 48700 | 2 | < 0.1% |
| 48800 | 1 | < 0.1% |
| 49700 | 3 | < 0.1% |
| 49800 | 1 | < 0.1% |
| 50100 | 7 | 0.1% |
| 50200 | 25 | |
| 50800 | 13 | |
| 50900 | 2 | < 0.1% |
| 51600 | 5 | < 0.1% |
| 52700 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 124000 | 25 | |
| 123600 | 3 | < 0.1% |
| 119000 | 61 | |
| 115500 | 55 | |
| 114700 | 21 | 0.2% |
| 110100 | 8 | 0.1% |
| 108100 | 6 | < 0.1% |
| 105800 | 1 | < 0.1% |
| 105500 | 14 | 0.1% |
| 104200 | 5 | < 0.1% |
tract_to_msa_income_percentage
Real number (ℝ≥0)
| Distinct | 246 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.4624296 |
|---|---|
| Minimum | 0 |
| Maximum | 370 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 93 |
| median | 110 |
| Q3 | 132 |
| 95-th percentile | 176 |
| Maximum | 370 |
| Range | 370 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 34.89380011 |
|---|---|
| Coefficient of variation (CV) | 0.3048493749 |
| Kurtosis | 4.599868168 |
| Mean | 114.4624296 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.236712018 |
| Sum | 1442570 |
| Variance | 1217.577286 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 109 | 370 | 2.9% |
| 106 | 269 | 2.1% |
| 94 | 250 | 2.0% |
| 155 | 240 | 1.9% |
| 116 | 229 | 1.8% |
| 105 | 216 | 1.7% |
| 143 | 212 | 1.7% |
| 107 | 211 | 1.7% |
| 114 | 205 | 1.6% |
| 95 | 199 | 1.6% |
| Other values (236) | 10202 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 20 | 2 | < 0.1% |
| 21 | 4 | < 0.1% |
| 23 | 2 | < 0.1% |
| 24 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 27 | 3 | < 0.1% |
| 28 | 13 | |
| 29 | 2 | < 0.1% |
| 31 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 370 | 4 | |
| 359 | 1 | < 0.1% |
| 354 | 3 | < 0.1% |
| 345 | 1 | < 0.1% |
| 342 | 1 | < 0.1% |
| 309 | 2 | < 0.1% |
| 307 | 2 | < 0.1% |
| 306 | 2 | < 0.1% |
| 305 | 1 | < 0.1% |
| 303 | 9 |
| Distinct | 1725 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1508.862572 |
|---|---|
| Minimum | 13 |
| Maximum | 19529 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 483 |
| Q1 | 921 |
| median | 1359 |
| Q3 | 1868 |
| 95-th percentile | 2673 |
| Maximum | 19529 |
| Range | 19516 |
| Interquartile range (IQR) | 947 |
Descriptive statistics
| Standard deviation | 1026.451017 |
|---|---|
| Coefficient of variation (CV) | 0.6802813167 |
| Kurtosis | 64.47167949 |
| Mean | 1508.862572 |
| Median Absolute Deviation (MAD) | 468 |
| Skewness | 5.620791479 |
| Sum | 19016195 |
| Variance | 1053601.691 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2601 | 82 | 0.7% |
| 1342 | 79 | 0.6% |
| 2063 | 74 | 0.6% |
| 2025 | 67 | 0.5% |
| 2417 | 66 | 0.5% |
| 2250 | 63 | 0.5% |
| 1608 | 63 | 0.5% |
| 2631 | 63 | 0.5% |
| 2348 | 63 | 0.5% |
| 2268 | 63 | 0.5% |
| Other values (1715) | 11920 |
| Value | Count | Frequency (%) |
| 13 | 2 | |
| 40 | 1 | < 0.1% |
| 78 | 2 | |
| 97 | 2 | |
| 104 | 1 | < 0.1% |
| 136 | 1 | < 0.1% |
| 139 | 1 | < 0.1% |
| 140 | 2 | |
| 159 | 3 | |
| 166 | 2 |
| Value | Count | Frequency (%) |
| 19529 | 6 | < 0.1% |
| 13975 | 2 | < 0.1% |
| 9575 | 39 | |
| 7909 | 1 | < 0.1% |
| 7748 | 37 | |
| 7554 | 1 | < 0.1% |
| 6978 | 4 | < 0.1% |
| 6938 | 4 | < 0.1% |
| 6602 | 27 | |
| 5422 | 1 | < 0.1% |
| Distinct | 1891 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2106.614536 |
|---|---|
| Minimum | 40 |
| Maximum | 25391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 870 |
| Q1 | 1374 |
| median | 1913 |
| Q3 | 2460 |
| 95-th percentile | 3924 |
| Maximum | 25391 |
| Range | 25351 |
| Interquartile range (IQR) | 1086 |
Descriptive statistics
| Standard deviation | 1348.236551 |
|---|---|
| Coefficient of variation (CV) | 0.6400015419 |
| Kurtosis | 62.02075644 |
| Mean | 2106.614536 |
| Median Absolute Deviation (MAD) | 547 |
| Skewness | 5.679071669 |
| Sum | 26549663 |
| Variance | 1817741.798 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2407 | 96 | 0.8% |
| 3011 | 81 | 0.6% |
| 1591 | 81 | 0.6% |
| 2099 | 73 | 0.6% |
| 2529 | 67 | 0.5% |
| 4019 | 66 | 0.5% |
| 1570 | 65 | 0.5% |
| 2016 | 64 | 0.5% |
| 3087 | 63 | 0.5% |
| 2472 | 62 | 0.5% |
| Other values (1881) | 11885 |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 86 | 2 | |
| 89 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 110 | 1 | < 0.1% |
| 116 | 3 | |
| 126 | 1 | < 0.1% |
| 135 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 206 | 2 |
| Value | Count | Frequency (%) |
| 25391 | 6 | < 0.1% |
| 15386 | 2 | < 0.1% |
| 13108 | 39 | |
| 10606 | 37 | |
| 10125 | 1 | < 0.1% |
| 9840 | 1 | < 0.1% |
| 8817 | 4 | < 0.1% |
| 8788 | 4 | < 0.1% |
| 8267 | 27 | |
| 7759 | 1 | < 0.1% |
tract_median_age_of_housing_units
Real number (ℝ≥0)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.71863842 |
|---|---|
| Minimum | 0 |
| Maximum | 76 |
| Zeros | 44 |
| Zeros (%) | 0.3% |
| Memory size | 98.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 30 |
| median | 42 |
| Q3 | 55 |
| 95-th percentile | 76 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 17.7893034 |
|---|---|
| Coefficient of variation (CV) | 0.4164295505 |
| Kurtosis | -0.6009010148 |
| Mean | 42.71863842 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.1445864726 |
| Sum | 538383 |
| Variance | 316.4593153 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 76 | 1092 | 8.7% |
| 41 | 453 | 3.6% |
| 45 | 451 | 3.6% |
| 47 | 426 | 3.4% |
| 30 | 329 | 2.6% |
| 52 | 320 | 2.5% |
| 32 | 304 | 2.4% |
| 44 | 299 | 2.4% |
| 42 | 281 | 2.2% |
| 29 | 279 | 2.2% |
| Other values (60) | 8369 |
| Value | Count | Frequency (%) |
| 0 | 44 | 0.3% |
| 8 | 7 | 0.1% |
| 9 | 9 | 0.1% |
| 10 | 62 | 0.5% |
| 11 | 140 | |
| 12 | 217 | |
| 13 | 181 | |
| 14 | 257 | |
| 15 | 102 | 0.8% |
| 16 | 63 | 0.5% |
| Value | Count | Frequency (%) |
| 76 | 1092 | |
| 75 | 16 | 0.1% |
| 74 | 27 | 0.2% |
| 73 | 44 | 0.3% |
| 72 | 26 | 0.2% |
| 71 | 63 | 0.5% |
| 70 | 27 | 0.2% |
| 69 | 55 | 0.4% |
| 68 | 50 | 0.4% |
| 67 | 10 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | derived_msa-md | state_code | county_code | conforming_loan_limit | derived_loan_product_type | derived_dwelling_category | action_taken | loan_type | loan_purpose | lien_status | open-end_line_of_credit | business_or_commercial_purpose | loan_amount | loan_to_value_ratio | interest_rate | rate_spread | hoepa_status | loan_term | interest_only_payment | balloon_payment | property_value | construction_method | occupancy_type | manufactured_home_secured_property_type | manufactured_home_land_property_interest | total_units | income | debt_to_income_ratio | applicant_credit_score_type | co-applicant_credit_score_type | denial_reason-1 | tract_population | tract_minority_population_percent | ffiec_msa_md_median_family_income | tract_to_msa_income_percentage | tract_owner_occupied_units | tract_one_to_four_family_homes | tract_median_age_of_housing_units | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 99999 | NY | 36039 | C | VA:First Lien | Single Family (1-4 Units):Site-Built | 1 | 3 | 1 | 1 | 2 | 2 | 165000 | 100.000 | 3.625 | 0.280 | 2 | 360 | 2 | 2 | 155000.0 | 1 | 1 | 3 | 5 | 1 | 68.0 | 41 | 2 | 1 | 10 | 2765 | 6.84 | 66200 | 111 | 679 | 1164 | 73 |
| 1 | 1 | 10580 | NY | 36095 | C | VA:First Lien | Single Family (1-4 Units):Site-Built | 1 | 3 | 1 | 1 | 2 | 2 | 75000 | 100.000 | 5.375 | 0.844 | 2 | 360 | 2 | 2 | 75000.0 | 1 | 1 | 3 | 5 | 1 | 47.0 | 49 | 3 | 10 | 10 | 5400 | 5.67 | 89900 | 79 | 1583 | 2362 | 48 |
| 2 | 2 | 39100 | NY | 36071 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 1 | 1 | 2 | 2 | 285000 | 95.000 | 3.500 | 0.038 | 2 | 360 | 2 | 2 | 295000.0 | 1 | 1 | 3 | 5 | 1 | 288.0 | 20%-<30% | 2 | 3 | 10 | 10019 | 35.25 | 96700 | 121 | 2620 | 3255 | 27 |
| 3 | 3 | 10580 | NY | 36001 | C | FHA:First Lien | Single Family (1-4 Units):Site-Built | 1 | 2 | 1 | 1 | 2 | 2 | 115000 | 96.500 | 5.000 | 1.231 | 2 | 360 | 2 | 2 | 115000.0 | 1 | 1 | 3 | 5 | 1 | 61.0 | 50%-60% | 2 | 3 | 10 | 3343 | 12.23 | 89900 | 59 | 494 | 1335 | 76 |
| 4 | 4 | 99999 | NY | 36039 | C | FHA:First Lien | Single Family (1-4 Units):Manufactured | 1 | 2 | 1 | 1 | 2 | 2 | 135000 | 96.500 | 5.250 | 1.782 | 2 | 360 | 2 | 2 | 135000.0 | 2 | 1 | 1 | 1 | 1 | 43.0 | 50%-60% | 3 | 10 | 10 | 3939 | 5.28 | 66200 | 105 | 998 | 2029 | 42 |
| 5 | 5 | 99999 | NY | 36039 | C | FHA:First Lien | Single Family (1-4 Units):Site-Built | 1 | 2 | 1 | 1 | 2 | 2 | 135000 | 73.054 | 4.000 | 1.008 | 2 | 360 | 2 | 2 | 185000.0 | 1 | 1 | 3 | 5 | 1 | 46.0 | 48 | 3 | 10 | 10 | 4005 | 13.73 | 66200 | 107 | 1094 | 1899 | 44 |
| 6 | 6 | 10580 | NY | 36091 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 1 | 1 | 2 | 2 | 205000 | 95.000 | 4.625 | 0.005 | 2 | 360 | 2 | 2 | 215000.0 | 1 | 1 | 3 | 5 | 1 | 120.0 | 43 | 1 | 1 | 10 | 5629 | 12.36 | 89900 | 95 | 1203 | 2295 | 76 |
| 7 | 7 | 99999 | NY | 36039 | C | FHA:First Lien | Single Family (1-4 Units):Site-Built | 1 | 2 | 1 | 1 | 2 | 2 | 165000 | 88.333 | 5.250 | 1.733 | 2 | 360 | 2 | 2 | 185000.0 | 1 | 1 | 3 | 5 | 1 | 80.0 | 45 | 1 | 10 | 10 | 2695 | 2.08 | 66200 | 101 | 921 | 1867 | 45 |
| 8 | 8 | 35614 | NY | 36079 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 1 | 1 | 2 | 2 | 675000 | 79.029 | 5.125 | 0.716 | 2 | 360 | 2 | 2 | 865000.0 | 1 | 1 | 3 | 5 | 1 | 244.0 | 49 | 3 | 1 | 10 | 3844 | 9.29 | 79300 | 198 | 1070 | 1529 | 42 |
| 9 | 9 | 49340 | MA | 25027 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 1 | 1 | 2 | 2 | 295000 | 80.000 | 4.625 | 0.585 | 2 | 360 | 2 | 2 | 375000.0 | 1 | 1 | 3 | 5 | 1 | 93.0 | 30%-<36% | 1 | 1 | 10 | 4587 | 46.50 | 95300 | 45 | 462 | 1387 | 76 |
Last rows
| df_index | derived_msa-md | state_code | county_code | conforming_loan_limit | derived_loan_product_type | derived_dwelling_category | action_taken | loan_type | loan_purpose | lien_status | open-end_line_of_credit | business_or_commercial_purpose | loan_amount | loan_to_value_ratio | interest_rate | rate_spread | hoepa_status | loan_term | interest_only_payment | balloon_payment | property_value | construction_method | occupancy_type | manufactured_home_secured_property_type | manufactured_home_land_property_interest | total_units | income | debt_to_income_ratio | applicant_credit_score_type | co-applicant_credit_score_type | denial_reason-1 | tract_population | tract_minority_population_percent | ffiec_msa_md_median_family_income | tract_to_msa_income_percentage | tract_owner_occupied_units | tract_one_to_four_family_homes | tract_median_age_of_housing_units | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12593 | 12604 | 35614 | NY | 36119 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 3 | 1 | 1 | 1 | 2 | 2 | 365000 | 80.5270 | 3.875 | 0.1815 | 3 | 360 | 2 | 2 | 455000.0 | 1 | 1 | 3 | 5 | 1 | 137.0 | 30%-<36% | 2 | 10 | 9 | 5058 | 57.10 | 79300 | 138 | 1117 | 472 | 59 |
| 12594 | 12605 | 36740 | FL | 12117 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 32 | 1 | 2 | 2 | 305000 | 85.8330 | 3.940 | -0.0580 | 2 | 348 | 2 | 2 | 365000.0 | 1 | 1 | 3 | 5 | 1 | 126.0 | 40 | 2 | 2 | 10 | 8934 | 37.36 | 65100 | 153 | 2021 | 2410 | 19 |
| 12595 | 12606 | 10580 | NY | 36083 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 3 | 1 | 4 | 1 | 1 | 2 | 285000 | 89.1445 | 3.875 | 0.1815 | 3 | 360 | 1 | 2 | 255000.0 | 1 | 1 | 3 | 5 | 1 | 139.0 | >60% | 2 | 10 | 1 | 5728 | 0.37 | 89900 | 100 | 1920 | 2407 | 41 |
| 12596 | 12607 | 36740 | FL | 12117 | C | Conventional:Subordinate Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 32 | 2 | 1 | 2 | 155000 | 79.9100 | 2.990 | -2.3500 | 2 | 360 | 1 | 2 | 375000.0 | 1 | 1 | 3 | 5 | 1 | 162.0 | 20%-<30% | 2 | 2 | 10 | 6363 | 38.47 | 65100 | 121 | 1166 | 1738 | 30 |
| 12597 | 12608 | 35840 | FL | 12115 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 31 | 1 | 2 | 2 | 155000 | 57.4070 | 3.625 | -0.3660 | 2 | 360 | 2 | 2 | 275000.0 | 1 | 1 | 3 | 5 | 1 | 87.0 | 40 | 2 | 10 | 10 | 4759 | 14.84 | 70900 | 119 | 1212 | 1794 | 31 |
| 12598 | 12609 | 45300 | FL | 12101 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 2 | 1 | 1 | 1 | 2 | 2 | 365000 | 89.4890 | 3.625 | -0.1130 | 3 | 300 | 2 | 2 | 415000.0 | 1 | 1 | 3 | 5 | 1 | 100.0 | 30%-<36% | 2 | 10 | 10 | 2927 | 10.11 | 66900 | 128 | 992 | 1514 | 28 |
| 12599 | 12610 | 36740 | FL | 12095 | C | Conventional:Subordinate Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 4 | 2 | 2 | 2 | 65000 | 83.2030 | 4.875 | 1.1650 | 2 | 240 | 2 | 2 | 195000.0 | 1 | 1 | 3 | 5 | 1 | 62.0 | 30%-<36% | 2 | 2 | 10 | 10446 | 37.26 | 65100 | 217 | 1948 | 3055 | 12 |
| 12600 | 12611 | 35614 | NY | 36119 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 4 | 1 | 2 | 1 | 2 | 2 | 225000 | 89.1445 | 3.875 | 0.1815 | 3 | 360 | 2 | 2 | 255000.0 | 1 | 1 | 3 | 5 | 2 | 18.0 | 20%-<30% | 9 | 9 | 10 | 6046 | 14.31 | 79300 | 264 | 1895 | 2116 | 40 |
| 12601 | 12612 | 36740 | FL | 12117 | C | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 32 | 1 | 1 | 2 | 45000 | 15.5850 | 2.990 | -1.5800 | 2 | 360 | 1 | 2 | 265000.0 | 1 | 1 | 3 | 5 | 1 | 14.0 | >60% | 2 | 10 | 10 | 7926 | 25.40 | 65100 | 159 | 2097 | 2839 | 20 |
| 12602 | 12613 | 10580 | NY | 36091 | NC | Conventional:First Lien | Single Family (1-4 Units):Site-Built | 1 | 1 | 1 | 1 | 2 | 2 | 495000 | 89.4620 | 3.625 | -0.2390 | 2 | 360 | 2 | 2 | 555000.0 | 1 | 1 | 3 | 5 | 1 | 200.0 | 40 | 2 | 2 | 10 | 4333 | 2.91 | 89900 | 118 | 1357 | 1697 | 50 |